7 Continuous Spatial Variation

7.6 Continuous vs Discrete Spatial Variation Models?

  • Sometimes, spatial variation is genuinely discrete.

  • More often, discrete models are used pragmatically.

Advantages of continuous spatial variation models include:

  • they are more natural than discrete spatial variation models

  • their interpretation does not rely on arbitrarily defined sub-regions

Advantages of discrete spatial variation models include:

  • data are often only available from spatially aggregated sampling units

  • inference (via MCMC) is computationally much easier than for continuous spatial variation models